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name: memori description: "Routes Memori Python and TypeScript memory SDK workflows across cloud, BYODB, LLM registration, recall/search, CLI, and integrations." metadata: disco-role: operating disable-model-invocation: true license: NOASSERTION

Memori

Memori is a persistent-memory SDK for Python and TypeScript. Use this repo skill when the request is about Memori Cloud, BYODB, LLM registration, recall/search, embeddings, CLI operations, MCP integration, or the Node/TypeScript SDK.

Start here

• Read references/package-overview.md for the package map and install variants.
• Read references/configuration.md for environment variables and runtime defaults.
• Read references/troubleshooting.md when an install, import, backend, or workflow fails.
• Run scripts/check_memori_install.py for a safe package/import/config smoke.

Route map

If the user asks for...	Go to	What it owns
Memori Cloud, python -m memori, quota, sign-up, MCP, or agent recall/summary/compaction	sub-skills/cli-and-cloud/SKILL.md	CLI, cloud API, MCP, and adjacent agent integrations
SQLite/Postgres/MySQL/TiDB/MongoDB/Oracle/CockroachDB/OceanBase BYODB setup or provisioning	sub-skills/byodb-storage/SKILL.md	Storage adapters, schema build, database recipes, and provisioning
llm.register(...), OpenAI/Anthropic/Gemini/xAI, Agno, LangChain, or provider troubleshooting	sub-skills/llm-integration/SKILL.md	Python LLM client registration and wrapper guidance
attribution, sessions, recall, search, embeddings, TEI, native Rust core, or memory deletion	sub-skills/memory-and-search/SKILL.md	Memory lifecycle, retrieval, embeddings, and native runtime caveats
@memorilabs/memori, MemoriRequestScope, Node storage, or TypeScript CLI/native questions	sub-skills/typescript-sdk/SKILL.md	TypeScript SDK, request scopes, storage, and native binding notes

Public package facts

• Python distribution: memori
• Import root: memori
• TypeScript package: @memorilabs/memori
• Rust/native core is bundled behind the Python wheel and the Node package.
• Optional backend and provider extras are documented in the bundled references; do not install them unless the task needs them.

Working rules

• Keep runtime guidance self-contained. Do not point future agents back to the source checkout for examples, docs, tests, or scripts.
• Use the nearest sub-skill for workflow depth. The root only routes and shares package-level facts.
• When a task spans multiple areas, start at the root, then combine the owning sub-skills instead of forcing one route to cover everything.
• If the request is just an install/import sanity check, run scripts/check_memori_install.py first.

Minimal install check

pip install memori
python -m memori
python scripts/check_memori_install.py